Update readme & index.

thebuckleylab · Nov 27, 2024 · 35a7479 · 35a7479
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diff --git a/README.md b/README.md
@@ -100,7 +100,7 @@ Under the hood, `jpc.make_pc_step`
 
 See the [documentation](https://thebuckleylab.github.io/jpc/) for more details. 
 
-> **NOTE**: All convenience training and test functions including `make_pc_step` 
+> **NOTE**: All convenience training and test functions such as `make_pc_step` 
 > are already "jitted" (for optimised performance) for the user's convenience.
 
 ## 🚀 Advanced usage

diff --git a/docs/index.md b/docs/index.md
@@ -80,7 +80,7 @@ Under the hood, `jpc.make_pc_step`
 1. integrates the inference (activity) dynamics using a [Diffrax](https://github.com/patrick-kidger/diffrax) ODE solver, and
 2. updates model parameters at the numerical solution of the activities with a given [Optax](https://github.com/google-deepmind/optax) optimiser.
 
-> **NOTE**: All convenience training and test functions including `make_pc_step` 
+> **NOTE**: All convenience training and test functions such as `make_pc_step` 
 > are already "jitted" (for optimised performance) for the user's convenience.
 
 ## 🧠️ Predictive coding primer